{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tushare as ts\n",
    "token = '8726f3900c0c73f4618f248794d5c4fa7ee8273c939cbafec3e791b6'\n",
    "pro = ts.pro_api(token)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data(code, n=250*3):\n",
    "    df = pro.index_daily(ts_code = code)\n",
    "    df.index = pd.to_datetime(df.trade_date)\n",
    "    df = df.sort_index()[-n:]\n",
    "    del df.index.name\n",
    "    return df.close\n",
    "\n",
    "sh300 = get_data('000300.sh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2017-03-30    3436.7580\n",
       "2017-03-31    3456.0455\n",
       "2017-04-05    3503.8932\n",
       "2017-04-06    3514.0469\n",
       "2017-04-07    3517.4634\n",
       "Name: close, dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sh300.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 计算自相关和偏自相关系数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>acf</th>\n",
       "      <th>pacf</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.988105</td>\n",
       "      <td>0.989424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.976614</td>\n",
       "      <td>0.012606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.965425</td>\n",
       "      <td>0.008282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.951758</td>\n",
       "      <td>-0.124252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.940552</td>\n",
       "      <td>0.107540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.929612</td>\n",
       "      <td>0.005939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.919808</td>\n",
       "      <td>0.067127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.908974</td>\n",
       "      <td>-0.083699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.898621</td>\n",
       "      <td>0.030244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.887486</td>\n",
       "      <td>-0.061111</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         acf      pacf\n",
       "0   1.000000  1.000000\n",
       "1   0.988105  0.989424\n",
       "2   0.976614  0.012606\n",
       "3   0.965425  0.008282\n",
       "4   0.951758 -0.124252\n",
       "5   0.940552  0.107540\n",
       "6   0.929612  0.005939\n",
       "7   0.919808  0.067127\n",
       "8   0.908974 -0.083699\n",
       "9   0.898621  0.030244\n",
       "10  0.887486 -0.061111"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import statsmodels.tsa.api as smt\n",
    "\n",
    "#tsa是Time Series analysis缩写\n",
    "#tsa的stattools（统计工具）提供了计算acf和pacf以及后面要用到的adfuller单位根检验函数\n",
    "#使用help(smt.stattools.acf)可以查看相关参数设置\n",
    "\n",
    "#计算自相关系数，这里设置滞后项为5期,默认是40期滞后\n",
    "acf = smt.stattools.acf(sh300, nlags=10)\n",
    "\n",
    "#计算偏自相关系数\n",
    "pacf = smt.stattools.pacf(sh300, nlags = 10)\n",
    "\n",
    "pd.DataFrame({\n",
    "    'acf': acf,\n",
    "    'pacf':pacf\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualation 自相关系数和偏自相关系数可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def acf_pacf_plot(data, lags=None):\n",
    "    #判断是否为pandas的Series格式数据\n",
    "    if not isinstance(data, pd.Series):\n",
    "        data = pd.Series(data)\n",
    "        \n",
    "    #设定画面风格，这里设置为'bmh', colspan=2\n",
    "    with plt.style.context('bmh'):\n",
    "        fig = plt.figure(figsize=(10,8))\n",
    "        #设置子图\n",
    "        layout = (3,1)\n",
    "        ts_ax = plt.subplot2grid(layout, (0,0), colspan=2)\n",
    "        acf_ax = plt.subplot2grid(layout, (1,0))\n",
    "        pacf_ax = plt.subplot2grid(layout, (2,0))\n",
    "        data.plot(ax = ts_ax)\n",
    "        ts_ax.set_title(\"Time Series Graph\")\n",
    "        # Set the ACF graph\n",
    "        smt.graphics.plot_acf(data, lags = lags, ax = acf_ax, alpha = 0.5)\n",
    "        acf_ax.set_title(\"ACF\")\n",
    "        # Set the PACF graph\n",
    "        smt.graphics.plot_acf(data, lags = lags, ax = pacf_ax, alpha = 0.5)\n",
    "        pacf_ax.set_title(\"PACF\")\n",
    "        \n",
    "        plt.tight_layout()\n",
    "    return\n",
    "\n",
    "#设置20阶滞后期\n",
    "acf_pacf_plot(sh300, lags = 20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5 Python模拟白噪音和平稳性检验\n",
    "### White Noise and Ljung-Box"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Q-Q图的结果与P-P图非常相似，只是P-P图是用分布的累计比，而Q-Q图用的是分布的分位数来做检验  \n",
    "和P-P图一样，如果数据为正态分布，则在Q-Q正态分布图中，数据点应基本在图中对角线上"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "#引入statsmodels和scipy.stats用于画QQ和PP图\n",
    "import scipy.stats as scs\n",
    "import statsmodels.api as sm\n",
    "\n",
    "def ts_plot(data, lags=None, title=\"\"):\n",
    "    if not isinstance(data, pd.Series):\n",
    "        data = pd.Series(data)\n",
    "    with plt.style.context('bmh'):\n",
    "        fig = plt.figure(figsize=(10,8))\n",
    "        #设置子图\n",
    "        layout = (3,2)\n",
    "        ts_ax = plt.subplot2grid(layout, (0,0), colspan=2)\n",
    "        acf_ax = plt.subplot2grid(layout, (1,0))\n",
    "        pacf_ax = plt.subplot2grid(layout, (1,1))\n",
    "        qq_ax = plt.subplot2grid(layout, (2,0))\n",
    "        pp_ax = plt.subplot2grid(layout,(2,1))\n",
    "        \n",
    "        data.plot(ax = ts_ax)\n",
    "        ts_ax.set_title(title + \" -- Time Series Graph\")\n",
    "        # Set the ACF graph\n",
    "        smt.graphics.plot_acf(data, lags = lags, ax = acf_ax, alpha = 0.5)\n",
    "        acf_ax.set_title(\"ACF\")\n",
    "        # Set the PACF graph\n",
    "        smt.graphics.plot_pacf(data, lags = lags, ax = pacf_ax, alpha = 0.5)\n",
    "        pacf_ax.set_title(\"PACF\")\n",
    "        # Set the QQ graph\n",
    "        sm.qqplot(data, line='s', ax=qq_ax)\n",
    "        qq_ax.set_title(\"QQ Graph\")\n",
    "        # Set the PP graph\n",
    "        scs.probplot(data, sparams = (data.mean(), data.std()), plot = pp_ax)\n",
    "        pp_ax.set_title(\"PP Graph\")\n",
    "        \n",
    "        plt.tight_layout()\n",
    "    return"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 模拟白噪声过程"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#使用numpy简单模拟白噪声过程\n",
    "np.random.seed(1)\n",
    "# plot of discrete white noise\n",
    "randser = np.random.normal(size=500)\n",
    "ts_plot(randser, lags = 30, title = \"White Noise\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 模拟随机游走过程 Random Walk\n",
    "#从标准正态分布采样模拟一个随机游走"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(2)\n",
    "n_samples = 1000\n",
    "x = w = np.random.normal(size = n_samples)\n",
    "for t in range(1, n_samples):\n",
    "    x[t] = x[t-1] + w[t]\n",
    "\n",
    "ts_plot(x, lags=30, title = \"Random Walk\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Take the first difference of this series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# First difference of simulated Random Walk series\n",
    "ts_plot(np.diff(x), lags = 30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sample\n",
    "### 应用实例：对沪深300近三年来数据进行平稳性检验分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>log_return</th>\n",
       "      <th>nor_return</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-03-31</th>\n",
       "      <td>3456.0455</td>\n",
       "      <td>0.005596</td>\n",
       "      <td>0.005612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-05</th>\n",
       "      <td>3503.8932</td>\n",
       "      <td>0.013750</td>\n",
       "      <td>0.013845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-06</th>\n",
       "      <td>3514.0469</td>\n",
       "      <td>0.002894</td>\n",
       "      <td>0.002898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-07</th>\n",
       "      <td>3517.4634</td>\n",
       "      <td>0.000972</td>\n",
       "      <td>0.000972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-10</th>\n",
       "      <td>3505.1392</td>\n",
       "      <td>-0.003510</td>\n",
       "      <td>-0.003504</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                close  log_return  nor_return\n",
       "2017-03-31  3456.0455    0.005596    0.005612\n",
       "2017-04-05  3503.8932    0.013750    0.013845\n",
       "2017-04-06  3514.0469    0.002894    0.002898\n",
       "2017-04-07  3517.4634    0.000972    0.000972\n",
       "2017-04-10  3505.1392   -0.003510   -0.003504"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# SH300 3 years market data\n",
    "sh300_pd = pd.DataFrame(sh300, columns=['close'])\n",
    "# The Log retrun\n",
    "sh300_pd['log_return'] = np.log(sh300_pd.close / sh300_pd.close.shift(1))\n",
    "# Normal return\n",
    "sh300_pd['nor_return'] = sh300_pd.close / sh300_pd.close.shift(1) - 1\n",
    "sh300_pd = sh300_pd.dropna()\n",
    "sh300_pd.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 图形观察判断平稳性 Stationary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Time Series Data\n",
    "ts_plot(sh300_pd.close, lags=30, title = \"SH300 Close Data\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the graph show:\n",
    "1. The time series data both show increase, decrease and cycle range that show not stationary;\n",
    "2. The PACF of M1 is 1 and decrease dramatically;\n",
    "3. QQ graph and PP graph  \n",
    "\n",
    "It is not a normal distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#沪深300收益率,对数收益率与算术收益率差异不是很大\n",
    "ts_plot(sh300_pd.log_return,lags=30,title=\"SH300 return\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 单位根检验\n",
    "### ADF Stationary Testing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ADF check the stationary as data.\n",
    "\n",
    "```\n",
    "#statsmodel和arch包都提供了adf检验的函数\n",
    "#statsmodel也提供了多种方式使用adfulle单位根检验函数\n",
    "#这些方法得到的结果是一致的\n",
    "#使用stats子模块中diagnostic（模型诊断）单位根检验unitroot_adf\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.07839340767529933,\n",
       " 0.7097410289638306,\n",
       " 7,\n",
       " 741,\n",
       " {'1%': -2.568763879536899,\n",
       "  '5%': -1.9413685348130745,\n",
       "  '10%': -1.616466445917051},\n",
       " 7644.811190293269)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from statsmodels.stats.diagnostic import unitroot_adf\n",
    "unitroot_adf(sh300_pd.close)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "檢驗統計量為 0.078, 遠大於10%的臨界值 -1.62, 實際上p值為 0.7097,遠大於 0.1,  \n",
    "因此無法拒絕原假設  \n",
    "H0: 存在單位根  \n",
    "總結：該時間序列是非平穩的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/Daniel_Sou/opt/anaconda3/lib/python3.7/site-packages/statsmodels/stats/diagnostic.py:62: FutureWarning: unitroot_adf is deprecated and will be removed after 0.11.\n",
      "  FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(0.07839340767529933,\n",
       " 0.7097410289638306,\n",
       " 7,\n",
       " 741,\n",
       " {'1%': -2.568763879536899,\n",
       "  '5%': -1.9413685348130745,\n",
       "  '10%': -1.616466445917051},\n",
       " 7644.811190293269)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#模块一样，只是引用方式使用了api\n",
    "import statsmodels.api as sm\n",
    "sm.stats.diagnostic.unitroot_adf(sh300_pd.close)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-2.0729042474606674,\n",
       " 0.25554856558182926,\n",
       " 7,\n",
       " 741,\n",
       " {'1%': -3.4392057325732104,\n",
       "  '5%': -2.8654483492874236,\n",
       "  '10%': -2.5688512291811225},\n",
       " 7642.068785222344)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#从时间序列分析tsa子模块api中导入adfuller\n",
    "import statsmodels.tsa.api as smt\n",
    "smt.adfuller(sh300_pd.close)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-2.0729042474606674,\n",
       " 0.25554856558182926,\n",
       " 7,\n",
       " 741,\n",
       " {'1%': -3.4392057325732104,\n",
       "  '5%': -2.8654483492874236,\n",
       "  '10%': -2.5688512291811225},\n",
       " 7642.068785222344)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#直接从时间序列分析tsa子模块的stattools统计工具中导入adfuller\n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "adfuller(sh300_pd.close)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import the arch package\n",
    "arch pypi  \n",
    "https://pypi.org/project/arch/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: arch\n",
      "Version: 4.14\n",
      "Summary: ARCH for Python\n",
      "Home-page: http://github.com/bashtage/arch\n",
      "Author: Kevin Sheppard\n",
      "Author-email: kevin.sheppard@economics.ox.ac.uk\n",
      "License: NCSA\n",
      "Location: /Users/Daniel_Sou/opt/anaconda3/lib/python3.7/site-packages\n",
      "Requires: numpy, cython, property-cached, statsmodels, pandas, scipy\n",
      "Required-by: \n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "# Install and show arch package\n",
    "%pip show arch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>Augmented Dickey-Fuller Results</caption>\n",
       "<tr>\n",
       "  <td>Test Statistic</td>    <td>-2.073</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>P-value</td>            <td>0.256</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>Lags</td>                   <td>7</td>\n",
       "</tr>\n",
       "</table><br/><br/>Trend: Constant<br/>Critical Values: -3.44 (1%), -2.87 (5%), -2.57 (10%)<br/>Null Hypothesis: The process contains a unit root.<br/>Alternative Hypothesis: The process is weakly stationary."
      ],
      "text/plain": [
       "<class 'arch.unitroot.unitroot.ADF'>\n",
       "\"\"\"\n",
       "   Augmented Dickey-Fuller Results   \n",
       "=====================================\n",
       "Test Statistic                 -2.073\n",
       "P-value                         0.256\n",
       "Lags                                7\n",
       "-------------------------------------\n",
       "\n",
       "Trend: Constant\n",
       "Critical Values: -3.44 (1%), -2.87 (5%), -2.57 (10%)\n",
       "Null Hypothesis: The process contains a unit root.\n",
       "Alternative Hypothesis: The process is weakly stationary.\n",
       "\"\"\""
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#使用arch包中的单位根检验unitroot导入ADF\n",
    "#arch包在后续建模中将会运用到\n",
    "from arch.unitroot import ADF\n",
    "ADF(sh300_pd.close)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结果与上述导入方法是一致的，不过arch包的输出结果比较直观。  \n",
    "\n",
    "下面沿用arch包的单位根检验函数对沪深300收益率进行单位根检验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>Augmented Dickey-Fuller Results</caption>\n",
       "<tr>\n",
       "  <td>Test Statistic</td>   <td>-10.378</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>P-value</td>            <td>0.000</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>Lags</td>                   <td>6</td>\n",
       "</tr>\n",
       "</table><br/><br/>Trend: Constant<br/>Critical Values: -3.44 (1%), -2.87 (5%), -2.57 (10%)<br/>Null Hypothesis: The process contains a unit root.<br/>Alternative Hypothesis: The process is weakly stationary."
      ],
      "text/plain": [
       "<class 'arch.unitroot.unitroot.ADF'>\n",
       "\"\"\"\n",
       "   Augmented Dickey-Fuller Results   \n",
       "=====================================\n",
       "Test Statistic                -10.378\n",
       "P-value                         0.000\n",
       "Lags                                6\n",
       "-------------------------------------\n",
       "\n",
       "Trend: Constant\n",
       "Critical Values: -3.44 (1%), -2.87 (5%), -2.57 (10%)\n",
       "Null Hypothesis: The process contains a unit root.\n",
       "Alternative Hypothesis: The process is weakly stationary.\n",
       "\"\"\""
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ADF(sh300_pd.log_return)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>Augmented Dickey-Fuller Results</caption>\n",
       "<tr>\n",
       "  <td>Test Statistic</td>   <td>-10.405</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>P-value</td>            <td>0.000</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>Lags</td>                   <td>6</td>\n",
       "</tr>\n",
       "</table><br/><br/>Trend: Constant<br/>Critical Values: -3.44 (1%), -2.87 (5%), -2.57 (10%)<br/>Null Hypothesis: The process contains a unit root.<br/>Alternative Hypothesis: The process is weakly stationary."
      ],
      "text/plain": [
       "<class 'arch.unitroot.unitroot.ADF'>\n",
       "\"\"\"\n",
       "   Augmented Dickey-Fuller Results   \n",
       "=====================================\n",
       "Test Statistic                -10.405\n",
       "P-value                         0.000\n",
       "Lags                                6\n",
       "-------------------------------------\n",
       "\n",
       "Trend: Constant\n",
       "Critical Values: -3.44 (1%), -2.87 (5%), -2.57 (10%)\n",
       "Null Hypothesis: The process contains a unit root.\n",
       "Alternative Hypothesis: The process is weakly stationary.\n",
       "\"\"\""
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ADF(sh300_pd.nor_return)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结果显示，沪深300对数收益率ADF单位根检验得到的p值约等于0，因此拒绝原假设（原假设是存在单位根），即认为该时间序列是平稳的。一般而言，股票价格时间序列是不平稳的，而收益率数据是平稳的，因此一般使用股票收益进行时间序列建模而不是直接使用股价，这将在后续推文中进一步分析。"
   ]
  }
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